{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "willing-breach",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 第0 步\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False  #用来正常显示负号\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "medical-curve",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+semj5RvNN/lgm5GbrrSkeKfHwCDMzs/UVO8ILVy1jwAFAEE06ABljImTdKOk8870OmvtQ5IekqSioiI72PcbiLEZyRqbkRzKtwAiysnN5Pe+tEWb9h/T9HHpTo8EAK4wlCZwqaQKa211sIYBEHw39pbJWWkAAMEzkDUGCyW9K6nAGFNtjLm996lb1M/pOwDOS0+J1zXnjNGi9QfUzGZyAAiKfgOUtbbMWjvGWhtvrc211j7c+/jfWWt/FfoRAQzVguJ8NbV16uWNbCYHgGBgmQ8QBc4bn6kpnhF6fFWV06MAgCsQoIAocLJMvqGqQZsPsJkcAIaKAAVEiRtnj1MCZXIACAoCFBAlMlISdO2MMXrhvQNqaadMDgBDQYACokjZ3N4y+YaDTo8CABGNAAVEkaLxmZrsGcENhgFgiAhQQBQ5WSZfX9WgLQeOOz0OAEQsAhQQZW7qLZM/sZqjUAAwWAQoIMpkpCTomhlj9Py6/ZTJAWCQCFBAFCorzldjW6de3kiZHAAGgwAFRKE5EzI1KSeVnVAAMEgEKCAKnSyTv7evQVsPUiYHgEARoIAoddPs3J4yOUehACBgBCggSmWmJujj00fruff260R7l9PjAEBEIUABUaysOF+NrZ16eeMBp0cBgIhCgAKiWPFZozSRMjkABIwABUQxY4wWFOdr3b4GVRyiTA4AA0WAAqLcjbNzlRAboydWVTk9CgBEDAIUEOVGpSboYzNG69l11ZTJAWCACFAAPiiTv/I+m8kBYCAIUAA096xRmphNmRwABooABeCDzeRr9x5V5aFGp8cBgLBHgAIgSbrpvJ4yOUehAKB/BCgAknrK5FdPH63n1lWrtYMyOQCcCQEKwAfKivN1vLVTr2ykTA4AZ0KAAvCB8yeO0lmUyQGgXwQoAB/oKZPnac3eo9pWQ5kcAE6HAAXgb9w0mzI5APSHAAXgb2SNSNRV00fr2bWUyQHgdAhQAD6irDhPx1s79SqbyQHglAhQAD7igolZmpCVwmk8ADgNAhSAjzi5mXz1nqPaTpkcAD6CAAXglG46L1fxsUYLV1U5PQoAhB0CFIBTyh6RqKumjdazbCYHgI8gQAE4rQXF+Tp2okN/2kSZHAD6IkABOK3zT5bJV3IaDwD6IkABOK2YGKNbivO1ak+9dtRSJgeAkwhQAM7ok5TJAeAjCFAAzih7RKKuPJsyOQD0RYAC0K8Fc/PV0NKhP2865PQoABAWCFAA+nXBxCyNz0rR42wmBwBJBCgAAxATY3TLnHyt2l2vHbVNTo8DAI4jQAEYkE+el6u4GKMnOAoFAAQoAAOTk5aoK6d59QxlcgAgQAEYuAXF49XQ0qHXNlMmBxDdCFAABuzCSVnKH5Wix1dyGg9AdCNAARiwns3keVq5u1476yiTA4heBCgAAaFMDgAEKAAB8qQl6YqzvXpmLWVyANGLAAUgYAvm5usoZXIAUYwABSBg8yZlK29UshZyGg9AlCJAAQjYyc3kK3bVaxdlcgBRiAAFYFA+VdRbJl9d5fQoADDsCFAABsWTlqRSX0+ZvK2TMjmA6EKAAjBoC+bmq765Xa9trnF6FAAYVgQoAIN20eRs5WYmayGbyQFEGQIUgEGLiTEqK87Xu7uOUCYHEFUIUACG5FPn5So2xuhJyuQAoggBCsCQeEYmqdTn0dOUyQFEEQIUgCFbMHe86pvb9RfK5ACiBAEKwJBdPDlb4zLYTA4gevQboIwxjxhjao0xmz70+FeNMZXGmM3GmJ+GbkQA4a6nTJ6nd3Ye0e7DzU6PAwAhN5AjUI9KurrvA8aYyyXNl3SOtXaapJ8HfzQAkeRTRXmKjTF6YjVHoQC4X78Bylq7TFL9hx7+sqSfWGvbel9TG4LZAEQQ78gk+Qs9emZNtdo7u50eBwBCarAdqKmSLjbGrDTGvGmMmRPMoQBEpgVz83WkuV1/2XLI6VEAIKQGG6DiJGVKOl/SP0l6yhhjTvVCY8wdxpg1xpg1dXV1g3w7AJHg4ik5lMkBRIXBBqhqSc/ZHqskdUvKPtULrbUPWWuLrLVFOTk5g50TQASIjTG6ZU6elu84oj2UyQG42GAD1AuSSiTJGDNVUoKkw0GaCUAE+2uZnM3kANxrIGsMFkp6V1KBMabaGHO7pEckTexdbfCEpFuttTa0owKIBKPTk1RS6NEza6sokwNwrbj+XmCtLTvNU58N8iwAXGLB3Hy9vqVGr2+p0TXnjHF6HAAIOjaRAwi6SyiTA3A5AhSAoIuNMfr0nDy9veOw9h6hTA7AfQhQAELi5qI8xRhRJgfgSgQoACHRUyb36uk1lMkBuA8BCkDIfGZuvg43tWvx1hqnRwGAoCJAAQiZS6bmaGx6EmVyAK5DgAIQMj1l8ny9tf2w9h1pcXocAAgaAhSAkLp5Tm5vmZyjUADcgwAFIKTGpCerpNCjp9ZUq6OLMjkAdyBAAQi5BXPzdbipTYu3UCYH4A4EKAAhd+lUj8akJ+lxyuQAXIIABSDkTm4mf2v7YVXVUyYHEPkIUACGxV83k3MUCkDkI0ABGBZjM5J1eQFlcgDuQIACMGzKivNV19imcjaTA4hwBCgAw+aygpzeMjk3GAYQ2QhQAIZNXGyMbi7K01vb6yiTA4hoBCgAw+rmOXkykp5czVEoAJGLAAVgWI3LSNZlBR49taaKMjmAiEWAAjDsyorzVdvYpvKttU6PAgCDQoACMOwuL8jR6JFJWshmcgARigAFYNjFxcbo5jl5WkaZHECEIkABcMSn5+RJkp5aQ5kcQOQhQAFwxLiMZF02NUdPrq5SJ2VyABGGAAXAMR+UySsokwOILAQoAI4pKfTIOzKRMjmAiEOAAuCYuNgYfbooT29uq1P1UcrkACIHAQqAo24+WSZnMzmACEKAAuCo3MwUXTo1R0+uoUwOIHIQoAA4rqw4XzXH27SEMjmACEGAAuA4f6FHnjTK5AAiBwEKgOPiYmP06Tl5WrqtTvsbTjg9DgD0iwAFICzcXNRTJn+SMjmACECAAhAW8kal6JIpOXqKzeQAIgABCkDYKCvO16HjrXqjss7pUQDgjAhQAMKG30eZHEBkIEABCBvxsTG6uShPSytrKZMDCGsEKABh5dNz8mTFZnIA4Y0ABSCs5I1K0cVTcvQUm8kBhDECFICws6A4TwePterNbZTJAYQnAhSAsOP3eZWTlqjHV1ImBxCeCFAAwk5PmTxXb1TW6gBlcgBhiAAFICzdMidf3VZ6ag1lcgDhhwAFICz1lMmz9eTqKnV1W6fHAYC/QYACELYWFOf3lslrnR4FAP4GAQpA2Co926vsEZTJAYQfAhSAsHWyTL6kolYHj1EmBxA+CFAAwtoHZfLV1U6PAgAfIEABCGv5WSfL5PsokwMIGwQoAGGvrDhfB461ahmbyQGECQIUgLB3RW+Z/DHK5ADCBAEKQNiLj43Rp4pytaSiRoeOtTo9DgAQoABEhlvm5LGZHEDYIEABiAjjs1J10WQ2kwMIDwQoABGjrDhf+xtOaNl2yuQAnEWAAhAxesrkCWwmB+A4AhSAiJEQF6NPnpenJRW1lMkBOIoABSCi3DInT13dVk9TJgfgIAIUgIgyITtV8yZn6QnK5AAcRIACEHFOlsnfokwOwCEEKAAR58qzRysrlTI5AOcQoABEnIS4GH2yKFflFbWqOU6ZHMDw6zdAGWMeMcbUGmM29XnsB8aY/caY9b0/Ph7aMQHgb90yJ58yOQDHDOQI1KOSrj7F4/9lrZ3V++PV4I4FAGd2VnaqLpyUpYWrqtRNmRzAMOs3QFlrl0mqH4ZZACAgH5TJdxx2ehQAUWYoHaivGGM29p7iywzaRAAwQFdO82pUaoKeWs1pPADDa7AB6kFJkyTNknRQ0n+c7oXGmDuMMWuMMWvq6rjkGEDwJMbF6qppo7W0slZtnV1OjwMgigwqQFlra6y1Xdbabkm/llR8htc+ZK0tstYW5eTkDHZOADilUp9Hze1dWrWbpgGA4TOoAGWMGdPnl5+QtOl0rwWAUJo3OVtJ8TEq31rr9CgAoshA1hgslPSupAJjTLUx5nZJPzXGvG+M2SjpcknfCPGcAHBKSfGxmjcpW4u31sharsYDMDzi+nuBtbbsFA8/HIJZAGBQ/D6vyitqtb22SVO9aU6PAyAKsIkcQMQrKfRIkhZvrXF4EgDRggAFIOKNTk/S9HEj6UEBGDYEKACu4C/0at2+o6pvbnd6FABRgAAFwBVKfV5ZK71RwVEoAKFHgALgCtPGjpQnLVFLCFAAhgEBCoArxMQY+X0evbmtTu2d3U6PA8DlCFAAXKOk0Kumtk62kgMIOQIUANe4aHK2EuNiVF7BOgMAoUWAAuAayQmxmjc5W+Vba9lKDiCkCFAAXKWk0KN99S3aUdvk9CgAXIwABcBV/L6ereTlXI0HIIQIUABcZUx6sqaNHalybusCIIQIUABcx1/o0dq9R3WUreQAQoQABcB1/D6vuq20dBun8QCEBgEKgOvMGJeunLRELebmwgBChAAFwHViYoxKCjxaVslWcgChQYAC4Ep+n0eNbZ1as4et5ACCjwAFwJUumpKthLgYTuMBCAkCFABXSkmI04WTslReUcNWcgBBR4AC4Fp+n1d7j7RoZ12z06MAcBkCFADX8hf2biVnqSaAICNAAXCtsRnJ8o0ZyW1dAAQdAQqAq5X6eraSN7SwlRxA8BCgALhaSaFHXd1WSyvrnB4FgIsQoAC42szcDGWPSOQ0HoCgIkABcLWYGKOSwhwtraxVRxdbyQEEBwEKgOuVFHrV2Nqp1WwlBxAkBCgArnfxlGwlxMZoCVvJAQQJAQqA66UmxumCSVn0oAAEDQEKQFTw+zzafbhZO+uanB4FgAsQoABEhZLereScxgMQDAQoAFEhNzNFhaPTtJjbugAIAgIUgKjh93m0Zu9RHWvpcHoUABGOAAUgavh93p6t5Ns4jQdgaAhQAKLGrNwMZaUmqJweFIAhIkABiBoxMUaXF3q0tLJWnWwlBzAEBCgAUaXU59Hx1k6t2XvU6VEARDACFICoctGUHCXExqicq/EADAEBCkBUGZEYp7kTR7GVHMCQEKAARJ1Sn1e76pq1+3Cz06MAiFAEKABR5+RWck7jARgsAhSAqJM3KkUF3jTWGQAYNAIUgKjk93m0ek+9jp1gKzmAwBGgAEQlv8+jzm6rN7fVOT0KgAhEgAIQlWblZWpUaoKW0IMCMAgEKABRKTbG6PICj96orGMrOYCAEaAARC2/z6NjJzq0lq3kAAJEgAIQtS6ekq34WKMlLNUEECACFIColZYUr/MnZmkxPSgAASJAAYhqJYUe7axr1h62kgMIAAEKQFTzF3oliXvjAQgIAQpAVMvPStEUzwhu6wIgIAQoAFHP7/Nq1e56HW9lKzmAgSFAAYh6pb1byZexlRzAABGgAES9c/MzlZkSz82FAQwYAQpA1PvrVvJadXVbp8cBEAEIUACgnh5UQ0uH1u1jKzmA/hGgAEDSxVOzFRdjWKoJYEAIUAAgaWRSvOZOHKUl9KAADAABCgB6+Qu92l7bpH1HWpweBUCYI0ABQC+/zyNJnMYD0K9+A5Qx5hFjTK0xZtMpnvuWMcYaY7JDMx4ADJ/xWama7BmhJdzWBUA/BnIE6lFJV3/4QWNMnqQrJO0L8kwA4Bi/z6OVu4+oka3kAM6g3wBlrV0mqf4UT/2XpG9LYmkKANfwF3rV0WW1bNthp0cBEMYG1YEyxlwvab+1dkOQ5wEAR83Oz1BGSrzKK+hBATi9uEB/gzEmRdLdkq4c4OvvkHSHJOXn5wf6dgAwrOJiY3R5gUdLK+vU1W0VG2OcHglAGBrMEahJks6StMEYs0dSrqR1xpjRp3qxtfYha22RtbYoJydn8JMCwDApKfSovrld77GVHMBpBBygrLXvW2s91toJ1toJkqolzbbWHgr6dADggEum5iguxqicq/EAnMZA1hgslPSupAJjTLUx5vbQjwUAzklPjtecCaNUzj4oAKcxkKvwyqy1Y6y18dbaXGvtwx96foK1lstVALiK3+fRtpomVdWzlRzAR7GJHABOodTnlSSOQgE4JQIUAJzChOxUTcxJpQcF4JQIUABwGqU+r1bsOqKmtk6nRwEQZghQAHAa/kKPOrqs3tpW5/QoAMIMAQoATuO88ZlKT47X4q2cxgPwtwhQAHAacbExuqwgR0sra9XVzW0/AfwVAQoAzsDv8+pIc7vWVzU4PQqAMEKAAoAzuHRKjmJjDOsMAPwNAhQAnEF6SrzmTMjUEtYZAOiDAAUA/Sj1eVVxqFHVR9lKDqAHAQoA+lFS6JEklXM1HoBeBCgA6MfEnBGamM1WcgB/RYACgAEoKfRoxU62kgPoQYACgAHw+7xq7+rW29sPOz0KgDBAgAKAASiakKmRSXGsMwAgiQAFAAMSHxujSws8eqOyVt1sJQeiHgEKAAao1OfR4aZ2bahucHoUAA4jQAHAAF069eRWcq7GA6IdAQoABigjJUHnjc/UYnpQQNQjQAFAAEp9HlUcatT+hhNOjwLAQQQoAAiA3+eVJC3hKBQQ1QhQABCAidmpmpCVosX0oICoRoACgAAYY+T3efXuziNqZis5ELUIUAAQIL/P07OVfAdbyYFoRYACgADNmTBKaWwlB6IaAQoAAhQfG6NLp+ZoSUUdW8mBKEWAAoBB8Ps8OtzUpo37jzk9CgAHEKAAYBAum+pRjBGn8YAoRYACgEHITE1Q0fhR3NYFiFIEKAAYpBKfR1sOHtcBtpIDUYcABQCDVOrzSJKWVHAUCog2BCgAGKRJOSM0PiuFHhQQhQhQADBIxhiVFHq0fOcRtbSzlRyIJgQoABiCUp9X7Z3dWr7jiNOjABhGBCgAGII5E0YpLZGt5EC0IUABwBAkxMXokqk5Kq+oZSs5EEUIUAAwRH6fR3WNbdp0gK3kQLQgQAHAEF1W0LOVfDFLNYGoQYACgCEalZqg2fmZ9KCAKEKAAoAg8Pu82nzguA4da3V6FADDgAAFAEFwcit5eQVHoYBoQIACgCCY7BmhvFHJ3FwYiBIEKAAIAmOM/IVeLd9xWCfau5weB0CIEaAAIEj8Po/aOru1fMdhp0cBEGIEKAAIkrlnZWlEYhw9KCAKEKAAIEh6tpJnq3xrraxlKzngZgQoAAiikkKvahvbtGn/cadHARBCBCgACKLLC3JkDOsMALcjQAFAEGWNSOzdSs46A8DNCFAAEGQlhR69v/+Yao6zlRxwKwIUAARZqc8rSVpSwVEowK0IUAAQZFO9I5SbmczNhQEXI0ABQJD1bCX36O0dh9XawVZywI0IUAAQAn6fV60d3XpnJ1vJATciQAFACMydOEqpCbFazNV4gCsRoAAgBBLjYnXxlBwtYSs54EoEKAAIEb/Po0PHW7X5AFvJAbchQAFAiFxe6OnZSs5pPMB1CFAAECLZIxI1Ky+D27oALkSAAoAQKvV5tbH6mGrZSg64CgEKAEKopNAjia3kgNsQoAAghApHp2lcRrLKCVCAq/QboIwxjxhjao0xm/o8dp8xZqMxZr0x5i/GmLGhHRMAIpMxRn6fR29vZys54CYDOQL1qKSrP/TYz6y151hrZ0l6WdL3gzwXALhGSaFHJzq69O7OI06PAiBI+g1Q1tplkuo/9FjfpSapktgSBwCncf7ELKUkxHI1HhAk7Z3dTo8w+A6UMeZHxpgqSZ8RR6AA4LSS4mN18ZRstpIDQXDoWKsu+ekbKt/q7F9IBh2grLV3W2vzJD0m6Sune50x5g5jzBpjzJq6urrBvh0ARDR/oVcHjrVqy0G2kgND8aNXt6q+pV1TPGmOzhGMq/Ael3TT6Z601j5krS2y1hbl5OQE4e0AIPKc3Eq+hK3kwKC9s/OwXtpwQHdeNkn5WSmOzjKoAGWMmdLnl9dLqgjOOADgTjlpiZqZm6HFrDMABqWjq1v3LNqsvFHJ+tKlk5weZ0BrDBZKeldSgTGm2hhzu6SfGGM2GWM2SrpS0tdCPCcARDx/oUcbqhpU28hWciBQjy7fo+21Tbrn2mlKio91epwBXYVXZq0dY62Nt9bmWmsfttbeZK2d3rvK4Dpr7f7hGBYAIpnf55UkLa2gDwoEouZ4q36xeJv8hR6Vnu11ehxJbCIHgGHjG5OmselJWuzw1UNApPnRK1vV0W11z3XTnB7lAwQoABgmxhiV+Dx6i63kwIC9u/OIXtxwQF+61PnieF8EKAAYRn6fVyc6urRiF1vJgf50dHXrnhc3KTczWXde5nxxvC8CFAAMowsmZik5PlblrDMA+vW7d/ZoW02T7rkuPIrjfRGgAGAYJcXH6qIp2SrfWsNWcuAMao+36heLt+vyghyV+jxOj/MRBCgAGGalPo8OHGtVxaFGp0cBwtaPX92q9s5u3XPdNBljnB7nIwhQADDMLi/o+du00/fyAsLVyl1H9ML6A/rSpRM1ITvV6XFOiQAFAMPMMzJJM3PTVc5WcuAjOrq69f1FmzUuI1lfvmyy0+OcFgEKABzg93m1vqpBh5vanB4FCCu/f3evKmsa9f3rzlZyQngVx/siQAGAA0oKPbJWWsJRKOADtY2t+sXr23Tp1BxdGSYbx0+HAAUADpg2dqTGpCdpCesMgA/85NUKtXV26wfXh2dxvC8CFAA4wBijkkKP3tpep7ZOtpIDq3bX67n39uuOSybqrDAtjvdFgAIAh/h9HjW3d2nFrnqnRwEc1dnVre8v2qRxGcm66/LwLY73RYACAIdcOClbSfExWsI6A0S5P6zYq4pDjfreteFdHO+LAAUADkmKj9VFk3O0eGstW8kRtWobW/Wff9mmS6bm6Kpp4V0c74sABQAO8vs82t9wQpU1bCVHdPrJnyrU2tmlH1x3dtgXx/siQAGAg0oKT24l52o8RJ81e+r13Lr9+oeLJ2pizginxwkIAQoAHOQdmaQZ49K5rQuiTmdXt763aLPGpifpKyWRURzviwAFAA7z+zx6j63kiDJ/XLFXWw8e1/euPVspCXFOjxMwAhQAOKzU55W10tLKOqdHAYZFXWOb/uP1bbp4Sraunj7a6XEGhQAFAA6bNnakvCMTOY2HqPHvf65Qa0dXRGwcPx0CFAA4rGcruVfLttWpvbPb6XGAkFq7t17PrK3W3188UZMirDjeFwEKAMJAae9W8pW7jzg9ChAyXd1W33ths8akJ+mrEVgc74sABQBh4MJJ2UqMi2GdAVztsZV7teXgcf3rNZFZHO+LAAUAYSA5IVYXTc5WeUUNW8nhSoeb2vTz1yp10eRsfXxGZBbH+yJAAUCY8Pu8qqo/oe21TU6PAgTdv/+pQicivDjeFwEKAMLEya3ki7kaDy6zdu9RPb22Wl+46CxN9kRucbwvAhQAhInR6UmaPm6kltCDgot0dVt9f9EmjR6ZpH8smeL0OEFDgAKAMOIv9GrdvqOqb253ehQgKB5fuVebDxzXv17rU2piZBfH+yJAAUAY8fs86rbSGxUchULkO9LUpp+9VqkLJ2XpmhljnB4nqAhQABBGpo9NlyctUUsIUHCBn/65Ui3tXfrhfHcUx/siQAFAGImJMSop9OhNtpIjwq3bd1RPrqnS7RedpcmeNKfHCToCFACEGb/Pq6a2Tq3aXe/0KMCgnCyOe0cm6qt+9xTH+yJAAUCYuWhy71byCtYZIDItXLVPm/Yf193XnK0RLiqO90WAAoAwk5wQqwsnZal8ay1byRFx6pvb9bPXKnXBxCxdd467iuN9EaAAIAz5fV7tq2/RDraSI8L89M8Vam7rdGVxvC8CFACEIb+vZyt5OVfjIYKsr2rQk2uqdNu8CZridV9xvC8CFACEoTHpyTp7zEiVc1sXRIiTxfGcEYn6WulUp8cJOQIUAISpUp9Ha/ce1VG2kiMCPLF6nzZWH9Pd1/hcWxzviwAFAGHK7/Oq20pLt3EaD+HtaG9xfO5Zo3T9zLFOjzMsCFAAEKZmjEtXTlqiFnNzYYS5n75WqcbWTv1w/nRXF8f7IkABQJiKiTEqKfBoWWWdOrrYSo7wtKGqQU+s3qfbLpyggtHuLo73RYACgDDm93nU2Nap1WwlRxjq7i2OZ49I1NdK3blx/HQIUAAQxi6akq2EuBhO4yEsPbmmShuqj+nuj/uUlhTv9DjDigAFAGEsJSGuZyt5RQ1byRFWjja366d/rlDxWaM0f1Z0FMf7IkABQJjzF3q090iLdtY1Oz0K8IGf/aVSx1vdv3H8dAhQABDmSnxeSWKpJsLGxuoGLVy1T7deMEGFo0c6PY4jCFAAEObGZSTLN2Ykt3VBWOgpjm9WVmqivn5FdBXH+yJAAUAE8Bf2bCVvaGErOZz19Noqra9q0N3XFGpklBXH+yJAAUAE8Ps86uq2WlpZ5/QoiGINLe36yZ8qVDxhlG6YNc7pcRxFgAKACDAzN0PZIxI4jQdH/by3OH5vlBbH+yJAAUAEiIkxurzAo6WVtWwlhyPerz6mx1bu0+fOHy/fmOgsjvdFgAKACOH3edXY2qnVe9hKjuHV3W31vUWblJWaqG9cMdXpccICAQoAIsTFU7KVEBujJWwlxzB7Zm211lc16LsfK1R6cvQWx/siQAFAhEhNjNP5k7LoQWFYHWvp0E/+XKGi8Zm6cXZ0F8f7IkABQAQp9Xm0+3CzdtU1OT0KosR/vF6phpZ2/XD+9KgvjvdFgAKACFJS6JEklXMaD8Ng0/5j+uOKvfr8BRN09liK430RoAAgguRmpqhwdJoWc1sXhFjPxvFNGpWaQHH8FAhQABBh/D6P1uw9qmMtHU6PAhd7dl211u1r0Heupjh+KgQoAIgwfp+3Zyv5Nk7jITSOtXToJ3+q0HnjM3XT7FynxwlLBCgAiDAzczOUlZpADwoh85+vV+poS7t+OH+aYmIojp9KvwHKGPOIMabWGLOpz2M/M8ZUGGM2GmOeN8ZkhHRKAMAHYmOMLi/s2UreyVZyBNnmA8f0hxV79dnzx2va2HSnxwlbAzkC9aikqz/02OuSpltrz5G0TdJ3gzwXAOAM/IUeHW/t1Jq9R50eBS7S3W11z6LNykxJ0P+5osDpccJavwHKWrtMUv2HHvuLtbaz95crJHGCFACG0cVTc5QQG6NyrsZDED333n6t2XtU3/lYodJTKI6fSTA6UF+Q9Kcg/HsAAAM0IjFOcyeOYis5gubYiQ795E9bdW5+hj5JcbxfQwpQxpi7JXVKeuwMr7nDGLPGGLOmrq5uKG8HAOjDX+jRrrpm7T7c7PQocIH/en2bjjS367750ymOD8CgA5Qx5lZJ10r6jLXWnu511tqHrLVF1tqinJycwb4dAOBD/D6vJHEaD0O25cBx/f7dPfrs3PGaPo7i+EAMKkAZY66W9B1J11trW4I7EgBgIPJGpajAm8Y6AwyJtVb3vLhJGSkJ+taVFMcHaiBrDBZKeldSgTGm2hhzu6RfSkqT9LoxZr0x5lchnhMAcAolPo9W76nXsRNsJcfgPP/efq3ec1TfubqA4ngA4vp7gbW27BQPPxyCWQAAASr1efTg0p1atq1O180c6/Q4iDDHWzv041crNCsvQ586L8/pcSIKm8gBIILNysvUqNQEelAYlJ7ieBvF8UEgQAFABIuNMbqsIEdvVNaxlRwBqTh0XL9/d68WFOdrRi7F8UARoAAgwpX6vDp2okPr9jU4PQoihLVW339hs0YmxemfrqI4PhgEKACIcBdPyVZ8rOE0HgbshfX7tWpPvb5zdaEyUhKcHiciEaAAIMKlJcVr7llZWkyAwgA09hbHZ+Zl6OYiiuODRYACABfw+zzaWdesPWwlRz9+sXi7Dje16b750yiODwEBCgBcwF/Yu5Wce+PhDCoPNerRd/aorDhf5+RmOD1ORCNAAYAL5GelaIpnBD0onJa1Vt9btElpSXH6JzaODxkBCgBcwu/zatXueh1vZSs5PurFDQe0ane9vn1VoTJTKY4PFQEKAFzC7/Oos9tq2bY6p0dBmGls7dCPXtmqc3LT9ek5FMeDgQAFAC4xOz9TmSnx3FwYH/Hfi7errqln43gsxfGgIEABgEvExhhdXuDRG5W16uq2To+DMLGtplG/fWePbpmTp5l5GU6P4xoEKABwkRKfRw0tHVq376jToyAMWGv1/ZPF8asKnR7HVQhQAOAil0zNUVyMYakmJEkvbTyoFbvq9U9XFWgUxfGgIkABgIuMTIrX3ImjtIQeVNRrauvUj17Zohnj0nXLnHynx3EdAhQAuExJoVfba5u070iL06PAQf9Tvl01x9v0w/nTKI6HAAEKAFym1OeRJJVXcBovWm2vadQjb+/Wp4vydG5+ptPjuBIBCgBcZnxWqiZ7RrDOIEr1FMc3KzUxTt++mo3joUKAAgAX8hd6tHL3ETWylTzqvLzxoN7ddUTfuqpAWSMSnR7HtQhQAOBCfp9XHV1Wb20/7PQoGEbNbZ360StbNX3cSC0opjgeSgQoAHCh2fkZSk+OZ51BlPmfJdt16HirfsjG8ZAjQAGAC8XFxujyghwtraxjK3mU2FHbqIff2q2bi3I1m+J4yBGgAMCl/D6v6pvbtb6KreRuZ63VPS9uVkpCrL5zNRvHhwMBCgBc6q9bybkaz+1eff+Qlu+gOD6cCFAA4FLpyfGaM2GUyulBuVpzW6fue3mLpo0dqc/MHe/0OFGDAAUALub3ebStpklV9Wwld6v/t2QHxXEHEKAAwMX8Pq8kcRTKpXbWNenht3fpk+fl6rzxFMeHEwEKAFzsrOxUTcxJVXkFPSi3sdbqBy9uVlJ8rP75YxTHhxsBCgBcrtTn1YpdR9TU1un0KAiiP206pLe2H9a3rixQNsXxYUeAAgCXKyn09Gwl31bn9CgIkpb2Tv3by1vkGzNSn5nLxnEnEKAAwOWKxmcqPTme03gu8sslO3TgWKvumz9NcbF8K3cCnzoAuFxcbIwuK8jRGxW1bCV3gZ11Tfr1W7t00+xcFU0Y5fQ4UYsABQBRoKTQoyPN7Vpf1eD0KBgCiuPhgwAFAFHgsqkexcYYLalgnUEke21zT3H8m1dMVU4axXEnEaAAIAqkp8RrzoRMlXNbl4jV0t6p+17eqsLRafrc+WwcdxoBCgCihL/Qq4pDjao+ylbySHT/Gzu0v+GE7rthOsXxMMBXAACihN/nkSQt4Wq8iLP7cLN+vWy3bjx3nOZQHA8LBCgAiBITc0borOxULeY0XkSx1uqeFzcrMS5G//xxiuPhggAFAFHEX+jRip1sJY8kr22u0bJtdfrGFVPlSUtyehz0IkABQBTx+7xq7+rW29sPOz0KBuBEe5fue3mLCken6fMXUBwPJwQoAIgiRRMylZYUp/KtrDOIBA8s7SmO33s9G8fDDV8NAIgi8bExuqzAozcqa9XNVvKwtvtws/73zV36xLnjNHdiltPj4EMIUAAQZUp9Hh1uateG6ganR8FpWGt170ublRAXo++ycTwsEaAAIMpcOjVHsTGGpZph7PUtNVpaWaevl06RZyTF8XBEgAKAKJORkqDzxmdqMT2osHSivUv3vrRFU70jdOuFE5weB6dBgAKAKFTq86jiUKP2N5xwehR8yIO9xfEfzp+ueIrjYYuvDABEoZJCryRpCUehwsreI8361bJdmj9rrM6nOB7WCFAAEIUm5aRqQlaKyrmtS9iw1uoHL25WfIzRv3zc5/Q46AcBCgCikDFGfp9X7+w8opZ2tpKHg8Vba/VGZc/GcS/F8bBHgAKAKOUv9Ki9s1tvsZXcca0dXbr3pc0UxyMIAQoAotScs0YpLTFOS1hn4LgHl+5U9dETuvd6iuORgq8SAESp+NgYXVKQo/IKtpI7ad+RFj345k5dN3OsLphEcTxSEKAAIIr1bCVv08b9x5weJWrd+1JPcfxuiuMRhQAFAFHssqkexRjWGTilfGuNyitq9bXSKRqdTnE8khCgACCKZaae3EpOD2q4tXZ06QcvbdZkzwjdNu8sp8dBgAhQABDl/D6vthw8rgNsJR9Wv3pzp6rqT+iH10+jOB6B+IoBQJQr9XkkSUtYqjlsqupb9ODSnbr2nDG6cHK20+NgEAhQABDlJuWMUP6oFJXTgxo29760RbExRndfQ3E8UhGgACDK9Wwl92g5W8mHxZKKGi3eWqN/9E/RmPRkp8fBIBGgAAAq9XnV3tmt5TuOOD2Kq7V2dOkHL27RpJxUfYHieEQjQAEANGdCz1ZyTuOF1kPLdmlffYt+OH+6EuL4FhzJ+OoBAJQQF6NLprKVPJSq6lt0/xs7dM2MMZpHcTzi9RugjDGPGGNqjTGb+jz2KWPMZmNMtzGmKLQjAgCGg9/nUV1jmzYdYCt5KPzw5Z7i+L9eS3HcDQZyBOpRSVd/6LFNkm6UtCzYAwEAnHFZQc9WcpZqBt8blbV6fUuNvlpCcdwt+g1Q1tplkuo/9NhWa21lyKYCAAy7UakJmp2fqSUV9KCCqa2zS/e+uFkTc1J1+0UUx90izukBAADhw+/z6t//XKE7H1srY4zT47hC3fE27TnSoj/cXkxx3EVCHqCMMXdIukOS8vPzQ/12AIAhuG7mGL3y/gFVHmp0ehRX+fJlk3TxlBynx0AQhTxAWWsfkvSQJBUVFXFpBwCEsdzMFL381YudHgMIexxLBAAACNBA1hgslPSupAJjTLUx5nZjzCeMMdWSLpD0ijHmtVAPCgAAEC76PYVnrS07zVPPB3kWAACAiMApPAAAgAARoAAAAAJEgAIAAAgQAQoAACBABCgAAIAAEaAAAAACRIACAAAIEAEKAAAgQAQoAACAABGgAAAAAkSAAgAACBABCgAAIEAEKAAAgAARoAAAAAJEgAIAAAgQAQoAACBABCgAAIAAEaAAAAACRIACAAAIEAEKAAAgQMZaO3xvZkydpL0hfptsSYdD/B7Rhs80uPg8g4/PNLj4PIOPzzT4huMzHW+tzTnVE8MaoIaDMWaNtbbI6TnchM80uPg8g4/PNLj4PIOPzzT4nP5MOYUHAAAQIAIUAABAgNwYoB5yegAX4jMNLj7P4OMzDS4+z+DjMw0+Rz9T13WgAAAAQs2NR6AAAABCyjUByhjziDGm1hizyelZ3MAYk2eMecMYs9UYs9kY8zWnZ4p0xpgkY8wqY8yG3s/0XqdncgNjTKwx5j1jzMtOz+IGxpg9xpj3jTHrjTFrnJ7HDYwxGcaYZ4wxFb1/pl7g9EyRyhhT0Pvf5skfx40xX3dkFrecwjPGXCKpSdLvrbXTnZ4n0hljxkgaY61dZ4xJk7RW0g3W2i0OjxaxjDFGUqq1tskYEy/pbUlfs9aucHi0iGaM+aakIkkjrbXXOj1PpDPG7JFUZK1lZ1GQGGN+J+kta+1vjDEJklKstQ0OjxXxjDGxkvZLmmutDfWOyY9wzREoa+0ySfVOz+EW1tqD1tp1vT9vlLRV0jhnp4pstkdT7y/je3+4428wDjHG5Eq6RtJvnJ4FOBVjzEhJl0h6WJKste2Ep6DxS9rpRHiSXBSgEDrGmAmSzpW00uFRIl7v6ab1kmolvW6t5TMdml9I+rakbofncBMr6S/GmLXGmDucHsYFJkqqk/Tb3lPNvzHGpDo9lEvcImmhU29OgMIZGWNGSHpW0tettcednifSWWu7rLWzJOVKKjbGcLp5kIwx10qqtdaudXoWl5lnrZ0t6WOS7uqtR2Dw4iTNlvSgtfZcSc2S/tnZkSJf76nQ6yU97dQMBCicVm9P51lJj1lrn3N6HjfpPYS/VNLVzk4S0eZJur63s/OEpBJjzB+dHSnyWWsP9P6zVtLzkoqdnSjiVUuq7nO0+Rn1BCoMzcckrbPW1jg1AAEKp9RbeH5Y0lZr7X86PY8bGGNyjDEZvT9PllQqqcLRoSKYtfa71tpca+0E9RzKX2Kt/azDY0U0Y0xq70Uj6j3NdKUkrmweAmvtIUlVxpiC3of8krgYZ+jK5ODpO6nn0KIrGGMWSrpMUrYxplrSPdbah52dKqLNk/Q5Se/3dnYk6V+sta86N1LEGyPpd71XjsRIespay6X3CCdeSc/3/P1JcZIet9b+2dmRXOGrkh7rPe20S9JtDs8T0YwxKZKukPRFR+dwyxoDAACA4cIpPAAAgAARoAAAAAJEgAIAAAgQAQoAACBABCgAAIAAEaAAAAACRIACAAAIEAEKAAAgQP8fpU42oGINj5cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))   # figsize的单位是 inch， 但在实际使用中，我们会发现，并不一定按照这个单位来\n",
    "plt.plot([1, 2, 3, 4, 5, 6 ,7], [17,17,18,15,11,11,13])\n",
    "plt.savefig('test.png')  # 保存路径是相对路径\n",
    "plt.savefig('F:/龙坡/代码/ai2021/移动2033/test1.png')   # 这里是绝对路径\n",
    "plt.show()     # 绘图代码，一定是整段一起写"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ruled-fifty",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "accepting-better",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 第一步\n",
    "# 准备x, y坐标的数据\n",
    "x = range(60)\n",
    "y_shanghai = [np.random.uniform(15, 18) for i in x]  # 列表生成式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "industrial-integral",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 第四步\n",
    "# 生成北京的温度\n",
    "y_beijing = [np.random.uniform(1, 3) for i in x]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "palestinian-suffering",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 第二步 \n",
    "# 增加以下两行代码\n",
    "# 构造中文列表的字符串\n",
    "x_ch = [\"11点{}分\".format(i) for i in x]\n",
    "y_ticks = range(40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "operational-extension",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 第一步\n",
    "# 画出温度变化图\n",
    "# 创建一个figure\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 第一步\n",
    "# 画折线图\n",
    "plt.plot(x, y_shanghai, label=\"上海\")   # 注意  x 和 y的数据个数要一致\n",
    "# 第四步\n",
    "# 使用plot可以多次画多个折线\n",
    "plt.plot(x, y_beijing, color='r', linestyle='--', label=\"北京\")\n",
    "\n",
    "# 第二步\n",
    "# 修改x,y坐标的刻度\n",
    "plt.xticks(x[::5], x_ch[::5])    # x 和 x_ch 是原始刻度和 自定义刻度的对应关系，要一一对应\n",
    "plt.yticks(y_ticks[::5])   # [::5] 表示切片， 步长为5  每隔5个数取1个用来显示   \n",
    "\n",
    "\n",
    "# 第三步\n",
    "plt.xlabel(\"时间\")\n",
    "plt.ylabel(\"温度\")\n",
    "plt.title(\"中午11点0分到12点之间的温度变化图示\")\n",
    "\n",
    "# 第五步\n",
    "# 添加图形注释\n",
    "plt.legend(loc=\"best\")\n",
    "\n",
    "plt.savefig('temp.png')\n",
    "\n",
    "# 第一步\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "continuing-local",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-35-171c152d5b10>:25: MatplotlibDeprecationWarning: Passing the minor parameter of set_ticks() positionally is deprecated since Matplotlib 3.2; the parameter will become keyword-only two minor releases later.\n",
      "  axes[0].set_xticks(x[::5], x_ch[::5])\n",
      "<ipython-input-35-171c152d5b10>:28: MatplotlibDeprecationWarning: Passing the minor parameter of set_ticks() positionally is deprecated since Matplotlib 3.2; the parameter will become keyword-only two minor releases later.\n",
      "  axes[1].set_xticks(x[::5], x_ch[::5])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画出温度变化图,展现在不同axes里面\n",
    "# 创建一个figure\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 准备x, y坐标的数据\n",
    "x = range(60)\n",
    "# y的刻度范围\n",
    "y_ticks = range(40)\n",
    "y_shanghai = [np.random.uniform(15, 18) for i in x]\n",
    "\n",
    "# 生成北京的温度\n",
    "y_beijing = [np.random.uniform(1, 3) for i in x]\n",
    "\n",
    "# 构造中文列表的字符串\n",
    "x_ch = [\"11点{}分\".format(i) for i in x]\n",
    "\n",
    "# 画折线图\n",
    "axes[0].plot(x, y_shanghai, label=\"上海\")\n",
    "# 使用plot可以多次画多个折线\n",
    "axes[1].plot(x, y_beijing, color='r', linestyle='--', label=\"北京\")\n",
    "\n",
    "\n",
    "# 美化x,y的刻度值\n",
    "# 第一个参数必须是刻度数字类型，第二个是对应着第一个数字的中文描述\n",
    "axes[0].set_xticks(x[::5], x_ch[::5])\n",
    "axes[0].set_yticks(y_ticks[::5])\n",
    "\n",
    "axes[1].set_xticks(x[::5], x_ch[::5])\n",
    "axes[1].set_yticks(y_ticks[::5])\n",
    "\n",
    "# 增加x,y描述信息和标题信息\n",
    "axes[0].set_xlabel(\"时间\")\n",
    "axes[0].set_ylabel(\"温度\")\n",
    "\n",
    "axes[1].set_xlabel(\"时间\")\n",
    "axes[1].set_ylabel(\"温度\")\n",
    "\n",
    "axes[0].set_title(\"中午11点0分到12点之间的温度变化图示\")\n",
    "axes[1].set_title(\"中午11点0分到12点之间的温度变化图示\")\n",
    "\n",
    "axes[0].legend(loc=\"best\")\n",
    "axes[1].legend(loc=\"best\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "adequate-examination",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 完成简单的条形图展现不同的电影票房之间的对比\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 准备电影的名字以及电影的票房数据\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','东方快车谋杀案','寻梦环游记','全球风暴','降魔传','追捕','七十七天','密战','狂兽','其它']\n",
    "y = [73853,57767,22354,15969,14839,8725,8716,8318,7916,6764,52222]\n",
    "# 放进横坐标的数字列表\n",
    "x = range(len(movie_name))\n",
    "\n",
    "# 画出条形图\n",
    "plt.bar(x, y, width=0.5, color=['b','r','g','y','c','m','y','k','c','g','g'])\n",
    "\n",
    "# 修改刻度名称\n",
    "plt.xticks(x, movie_name)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "dutch-guess",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 三部电影的首日和首周票房对比\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','寻梦环游记']\n",
    "\n",
    "first_day = [10587.6,10062.5,1275.7]\n",
    "first_weekend=[36224.9,34479.6,11830]\n",
    "\n",
    "x = range(len(movie_name))\n",
    "\n",
    "# 画出柱状图\n",
    "plt.bar(x, first_day, width=0.2, label=\"首日票房\")\n",
    "plt.bar([i+0.2 for i in x], first_weekend, width=0.2, label=\"首日票房\")\n",
    " #  通过x轴坐标控制柱子的位置\n",
    "# 显示X轴中文，固定在首日和首周的中间位置\n",
    "plt.xticks([i+0.1 for i in x], movie_name)\n",
    "plt.legend(loc='best')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "insured-purple",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fallen-limit",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "social-competition",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 展现不同电影的时长分布状态\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 准备时长数据\n",
    "time =[131,  98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102, 107, 114, 119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,  99, 136, 126, 134,  95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117,  86,  95, 144, 105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123,  86, 101,  99, 136,123, 117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129, 116, 108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139, 125, 138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140,  83, 110, 102,123,107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122, 109, 106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103, 144,  83, 123, 111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126, 110, 111, 109, 141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103, 130, 141, 117, 106, 114, 121, 114, 133, 137,  92,121, 112, 146,  97, 137, 105,  98, 117, 112,  81,  97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111, 101, 110,105, 129, 137, 112, 120, 113, 133, 112,  83,  94, 146, 133, 101,131, 116, 111,  84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "# 定义一个间隔大小\n",
    "a = 2\n",
    "\n",
    "# 得出组数\n",
    "bins = int((max(time) - min(time)) / a)\n",
    "\n",
    "# 画出直方图\n",
    "plt.hist(time, bins)\n",
    "\n",
    "# 指定刻度的范围，以及步长\n",
    "plt.xticks(list(range(min(time), max(time)))[::2])\n",
    "\n",
    "plt.xlabel(\"电影时长大小\")\n",
    "plt.ylabel(\"电影的数据量\")\n",
    "plt.grid()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "posted-stewart",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 展现每部电影的排片的占比\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 准备每部电影的名字，电影的排片场次\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','东方快车谋杀案','寻梦环游记','全球风暴','降魔传','追捕','七十七天','密战','狂兽','其它']\n",
    "\n",
    "place_count = [60605,54546,45819,28243,13270,9945,7679,6799,6101,4621,20105]\n",
    "\n",
    "# 通过pie\n",
    "plt.pie(place_count, labels=movie_name, autopct='%1.2f%%', colors=['b','r','g','y','c','m','y','k','c','g','g'])\n",
    "\n",
    "# 指定显示的pie是正圆\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.legend(loc='best')\n",
    "\n",
    "plt.title(\"排片占比示意图\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "falling-meter",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.random.normal(0, 1, size=100)\n",
    "y = np.random.normal(0, 1, size=100)\n",
    "x1 = np.random.normal(2, 1, size=100)\n",
    "y1 = np.random.normal(2, 1, size=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "instant-roads",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x, y)\n",
    "plt.scatter(x1, y1, c='y', marker='^')    # ^: 三角形， +， *：五角星， . 小圆点\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "finite-slope",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
